Violations dataset


 

Dataset summary

Records 69,010
Columns 25
Memory usage 98.81 MB

Attribute # of categoriesCategoriesMemory usage
Agency 1MCP3.95 MB
SubAgency 71st District, Rockville, 2nd District, Bethesda, 3rd District, Silver Spring, 4th District, Wheaton, 5th District, Germantown, 6th District, Gaithersburg / Montgomery Village, Headquarters and Special Operations5.72 MB
Accident 2No, Yes3.89 MB
Belts 2No, Yes3.89 MB
Personal Injury 2No, Yes3.88 MB
Property Damage 2No, Yes3.89 MB
Fatal 2No, Yes3.88 MB
Commercial License 2No, Yes3.88 MB
HAZMAT 2No, Yes3.88 MB
Commercial Vehicle 2No, Yes3.88 MB
Alcohol 2No, Yes3.88 MB
Work Zone 2No, Yes3.88 MB
Search Conducted 3No, Yes, nan3.91 MB
Search Disposition 5Contraband Only, Contraband and Property, Nothing, Property Only, nan3.98 MB
Search Outcome 5Arrest, Citation, SERO, Warning, nan4.12 MB
Search Reason 7Consensual, Exigent Circumstances, Incident to Arrest, K-9, Other, Probable Cause, nan3.99 MB
Search Type 4Both, Person, Property, nan3.95 MB
Search Arrest Reason 5Other, Search, Stop, Warrant, nan3.95 MB
VehicleType 1901 - Motorcycle, 02 - Automobile, 03 - Station Wagon, 04 - Limousine, 05 - Light Duty Truck, 06 - Heavy Duty Truck, 07 - Truck/Road Tractor, 08 - Recreational Vehicle, 10 - Transit Bus, 11 - Cross Country Bus, 12 - School Bus, 18 - Police(Non-Emerg), 19 - Moped, 20 - Commercial Rig, 23 - Travel/Home Trailer, 25 - Utility Trailer, 27 - Farm Equipment, 28 - Other, 29 - Unknown69.45 KB
Violation Type 4Citation, ESERO, SERO, Warning4.23 MB
Article 500, BR, Maryland Rules, Transportation Article, nan5.16 MB
Contributed To Accident 2False, True4.08 MB
Race 6ASIAN, BLACK, HISPANIC, NATIVE AMERICAN, OTHER, WHITE4.13 MB
Gender 3F, M, U3.82 MB
Arrest Type 18A - Marked Patrol, B - Unmarked Patrol, C - Marked VASCAR, E - Marked Stationary Radar, F - Unmarked Stationary Radar, G - Marked Moving Radar (Stationary), H - Unmarked Moving Radar (Stationary), I - Marked Moving Radar (Moving), J - Unmarked Moving Radar (Moving), K - Aircraft Assist, L - Motorcycle, M - Marked (Off-Duty), N - Unmarked (Off-Duty), O - Foot Patrol, P - Mounted Patrol, Q - Marked Laser, R - Unmarked Laser, S - License Plate Recognition4.91 MB

The profile of the variables
 

Agency

Categories 1
Most frequent MCP (69,010 values, 100.00%)
Least frequent MCP (69,010 values, 100.00%)
mem_usage 3.95 MB
Missings 0 (0.00%)
AgencyCountFrequencyAgency Frequency
MCP69010100.00%MCP
100.00% 
Variable Agency
Categories 1
Most frequent MCP (69,010 values, 100.00%)
Least frequent MCP (69,010 values, 100.00%)
mem_usage 3.95 MB
Missings 0 (0.00%)
AgencyCountFrequency
MCP69010100.00%
Agency
MCP
100.00% 

SubAgency

Categories 7
Most frequent Headquarters and Special Operations (24,366 values, 35.31%)
Least frequent 4th District, Wheaton (6,559 values, 9.50%)
mem_usage 5.72 MB
Missings 0 (0.00%)
SubAgencyCountFrequencySubAgency Frequency
1st District, Rockville766511.11%1st District, Rockville
11.11% 
2nd District, Bethesda753210.91%2nd District, Bethesda
10.91% 
3rd District, Silver Spring831312.05%3rd District, Silver Spring
12.05% 
4th District, Wheaton65599.50%4th District, Wheaton
9.50% 
5th District, Germantown767311.12%5th District, Germantown
11.12% 
6th District, Gaithersburg / Montgomery Village690210.00%6th District, Gaithersburg / Montgomery Village
10.00% 
Headquarters and Special Operations2436635.31%Headquarters and Special Operations
35.31% 
Variable SubAgency
Categories 7
Most frequent Headquarters and Special Operations (24,366 values, 35.31%)
Least frequent 4th District, Wheaton (6,559 values, 9.50%)
mem_usage 5.72 MB
Missings 0 (0.00%)
SubAgencyCountFrequency
1st District, Rockville766511.11%
2nd District, Bethesda753210.91%
3rd District, Silver Spring831312.05%
4th District, Wheaton65599.50%
5th District, Germantown767311.12%
6th District, Gaithersburg / Montgomery Village690210.00%
Headquarters and Special Operations2436635.31%
SubAgency
1st District, Rockville
11.11% 
2nd District, Bethesda
10.91% 
3rd District, Silver Spring
12.05% 
4th District, Wheaton
9.50% 
5th District, Germantown
11.12% 
6th District, Gaithersburg / Montgomery Village
10.00% 
Headquarters and Special Operations
35.31% 

Accident

Categories 2
Most frequent No (66,274 values, 96.04%)
Least frequent Yes (2,736 values, 3.96%)
mem_usage 3.89 MB
Missings 0 (0.00%)
AccidentCountFrequencyAccident Frequency
No6627496.04%No
96.04% 
Yes27363.96%Yes
 
3.96%
Variable Accident
Categories 2
Most frequent No (66,274 values, 96.04%)
Least frequent Yes (2,736 values, 3.96%)
mem_usage 3.89 MB
Missings 0 (0.00%)
AccidentCountFrequency
No6627496.04%
Yes27363.96%
Accident
No
96.04% 
Yes
 
3.96%

Belts

Categories 2
Most frequent No (66,604 values, 96.51%)
Least frequent Yes (2,406 values, 3.49%)
mem_usage 3.89 MB
Missings 0 (0.00%)
BeltsCountFrequencyBelts Frequency
No6660496.51%No
96.51% 
Yes24063.49%Yes
 
3.49%
Variable Belts
Categories 2
Most frequent No (66,604 values, 96.51%)
Least frequent Yes (2,406 values, 3.49%)
mem_usage 3.89 MB
Missings 0 (0.00%)
BeltsCountFrequency
No6660496.51%
Yes24063.49%
Belts
No
96.51% 
Yes
 
3.49%

Personal Injury

Categories 2
Most frequent No (68,008 values, 98.55%)
Least frequent Yes (1,002 values, 1.45%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Personal InjuryCountFrequencyPersonal Injury Frequency
No6800898.55%No
98.55% 
Yes10021.45%Yes
 
1.45%
Variable Personal Injury
Categories 2
Most frequent No (68,008 values, 98.55%)
Least frequent Yes (1,002 values, 1.45%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Personal InjuryCountFrequency
No6800898.55%
Yes10021.45%
Personal Injury
No
98.55% 
Yes
 
1.45%

Property Damage

Categories 2
Most frequent No (66,941 values, 97.00%)
Least frequent Yes (2,069 values, 3.00%)
mem_usage 3.89 MB
Missings 0 (0.00%)
Property DamageCountFrequencyProperty Damage Frequency
No6694197.00%No
97.00% 
Yes20693.00%Yes
 
3.00%
Variable Property Damage
Categories 2
Most frequent No (66,941 values, 97.00%)
Least frequent Yes (2,069 values, 3.00%)
mem_usage 3.89 MB
Missings 0 (0.00%)
Property DamageCountFrequency
No6694197.00%
Yes20693.00%
Property Damage
No
97.00% 
Yes
 
3.00%

Fatal

Categories 2
Most frequent No (68,990 values, 99.97%)
Least frequent Yes (20 values, 0.03%)
mem_usage 3.88 MB
Missings 0 (0.00%)
FatalCountFrequencyFatal Frequency
No6899099.97%No
99.97% 
Yes200.03%Yes
 
0.03%
Variable Fatal
Categories 2
Most frequent No (68,990 values, 99.97%)
Least frequent Yes (20 values, 0.03%)
mem_usage 3.88 MB
Missings 0 (0.00%)
FatalCountFrequency
No6899099.97%
Yes200.03%
Fatal
No
99.97% 
Yes
 
0.03%

Commercial License

Categories 2
Most frequent No (67,314 values, 97.54%)
Least frequent Yes (1,696 values, 2.46%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Commercial LicenseCountFrequencyCommercial License Frequency
No6731497.54%No
97.54% 
Yes16962.46%Yes
 
2.46%
Variable Commercial License
Categories 2
Most frequent No (67,314 values, 97.54%)
Least frequent Yes (1,696 values, 2.46%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Commercial LicenseCountFrequency
No6731497.54%
Yes16962.46%
Commercial License
No
97.54% 
Yes
 
2.46%

HAZMAT

Categories 2
Most frequent No (69,009 values, 100.00%)
Least frequent Yes (1 values, 0.00%)
mem_usage 3.88 MB
Missings 0 (0.00%)
HAZMATCountFrequencyHAZMAT Frequency
No69009100.00%No
100.00% 
Yes10.00%Yes
 
0.00%
Variable HAZMAT
Categories 2
Most frequent No (69,009 values, 100.00%)
Least frequent Yes (1 values, 0.00%)
mem_usage 3.88 MB
Missings 0 (0.00%)
HAZMATCountFrequency
No69009100.00%
Yes10.00%
HAZMAT
No
100.00% 
Yes
 
0.00%

Commercial Vehicle

Categories 2
Most frequent No (69,006 values, 99.99%)
Least frequent Yes (4 values, 0.01%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Commercial VehicleCountFrequencyCommercial Vehicle Frequency
No6900699.99%No
99.99% 
Yes40.01%Yes
 
0.01%
Variable Commercial Vehicle
Categories 2
Most frequent No (69,006 values, 99.99%)
Least frequent Yes (4 values, 0.01%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Commercial VehicleCountFrequency
No6900699.99%
Yes40.01%
Commercial Vehicle
No
99.99% 
Yes
 
0.01%

Alcohol

Categories 2
Most frequent No (68,961 values, 99.93%)
Least frequent Yes (49 values, 0.07%)
mem_usage 3.88 MB
Missings 0 (0.00%)
AlcoholCountFrequencyAlcohol Frequency
No6896199.93%No
99.93% 
Yes490.07%Yes
 
0.07%
Variable Alcohol
Categories 2
Most frequent No (68,961 values, 99.93%)
Least frequent Yes (49 values, 0.07%)
mem_usage 3.88 MB
Missings 0 (0.00%)
AlcoholCountFrequency
No6896199.93%
Yes490.07%
Alcohol
No
99.93% 
Yes
 
0.07%

Work Zone

Categories 2
Most frequent No (68,990 values, 99.97%)
Least frequent Yes (20 values, 0.03%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Work ZoneCountFrequencyWork Zone Frequency
No6899099.97%No
99.97% 
Yes200.03%Yes
 
0.03%
Variable Work Zone
Categories 2
Most frequent No (68,990 values, 99.97%)
Least frequent Yes (20 values, 0.03%)
mem_usage 3.88 MB
Missings 0 (0.00%)
Work ZoneCountFrequency
No6899099.97%
Yes200.03%
Work Zone
No
99.97% 
Yes
 
0.03%

Search Conducted

Categories 3
Most frequent No (39,602 values, 57.39%)
Least frequent Yes (3,081 values, 4.46%)
mem_usage 3.91 MB
Missings 0 (0.00%)
Search ConductedCountFrequencySearch Conducted Frequency
No3960257.39%No
57.39% 
Yes30814.46%Yes
 
4.46%
nan2632738.15%nan
38.15% 
Variable Search Conducted
Categories 3
Most frequent No (39,602 values, 57.39%)
Least frequent Yes (3,081 values, 4.46%)
mem_usage 3.91 MB
Missings 0 (0.00%)
Search ConductedCountFrequency
No3960257.39%
Yes30814.46%
nan2632738.15%
Search Conducted
No
57.39% 
Yes
 
4.46%
nan
38.15% 

Search Disposition

Categories 5
Most frequent nan (65,929 values, 95.54%)
Least frequent Property Only (617 values, 0.89%)
mem_usage 3.98 MB
Missings 0 (0.00%)
Search DispositionCountFrequencySearch Disposition Frequency
Contraband Only7121.03%Contraband Only
 
1.03%
Contraband and Property6720.97%Contraband and Property
 
0.97%
Nothing10801.56%Nothing
 
1.56%
Property Only6170.89%Property Only
 
0.89%
nan6592995.54%nan
95.54% 
Variable Search Disposition
Categories 5
Most frequent nan (65,929 values, 95.54%)
Least frequent Property Only (617 values, 0.89%)
mem_usage 3.98 MB
Missings 0 (0.00%)
Search DispositionCountFrequency
Contraband Only7121.03%
Contraband and Property6720.97%
Nothing10801.56%
Property Only6170.89%
nan6592995.54%
Search Disposition
Contraband Only
 
1.03%
Contraband and Property
 
0.97%
Nothing
 
1.56%
Property Only
 
0.89%
nan
95.54% 

Search Outcome

Categories 5
Most frequent nan (26,345 values, 38.18%)
Least frequent SERO (776 values, 1.12%)
mem_usage 4.12 MB
Missings 0 (0.00%)
Search OutcomeCountFrequencySearch Outcome Frequency
Arrest21203.07%Arrest
 
3.07%
Citation1570922.76%Citation
22.76% 
SERO7761.12%SERO
 
1.12%
Warning2406034.86%Warning
34.86% 
nan2634538.18%nan
38.18% 
Variable Search Outcome
Categories 5
Most frequent nan (26,345 values, 38.18%)
Least frequent SERO (776 values, 1.12%)
mem_usage 4.12 MB
Missings 0 (0.00%)
Search OutcomeCountFrequency
Arrest21203.07%
Citation1570922.76%
SERO7761.12%
Warning2406034.86%
nan2634538.18%
Search Outcome
Arrest
 
3.07%
Citation
22.76% 
SERO
 
1.12%
Warning
34.86% 
nan
38.18% 

Search Reason

Categories 7
Most frequent nan (65,929 values, 95.54%)
Least frequent Exigent Circumstances (5 values, 0.01%)
mem_usage 3.99 MB
Missings 0 (0.00%)
Search ReasonCountFrequencySearch Reason Frequency
Consensual3370.49%Consensual
 
0.49%
Exigent Circumstances50.01%Exigent Circumstances
 
0.01%
Incident to Arrest19772.86%Incident to Arrest
 
2.86%
K-9480.07%K-9
 
0.07%
Other120.02%Other
 
0.02%
Probable Cause7021.02%Probable Cause
 
1.02%
nan6592995.54%nan
95.54% 
Variable Search Reason
Categories 7
Most frequent nan (65,929 values, 95.54%)
Least frequent Exigent Circumstances (5 values, 0.01%)
mem_usage 3.99 MB
Missings 0 (0.00%)
Search ReasonCountFrequency
Consensual3370.49%
Exigent Circumstances50.01%
Incident to Arrest19772.86%
K-9480.07%
Other120.02%
Probable Cause7021.02%
nan6592995.54%
Search Reason
Consensual
 
0.49%
Exigent Circumstances
 
0.01%
Incident to Arrest
 
2.86%
K-9
 
0.07%
Other
 
0.02%
Probable Cause
 
1.02%
nan
95.54% 

Search Type

Categories 4
Most frequent nan (65,929 values, 95.54%)
Least frequent Person (367 values, 0.53%)
mem_usage 3.95 MB
Missings 0 (0.00%)
Search TypeCountFrequencySearch Type Frequency
Both21773.15%Both
 
3.15%
Person3670.53%Person
 
0.53%
Property5370.78%Property
 
0.78%
nan6592995.54%nan
95.54% 
Variable Search Type
Categories 4
Most frequent nan (65,929 values, 95.54%)
Least frequent Person (367 values, 0.53%)
mem_usage 3.95 MB
Missings 0 (0.00%)
Search TypeCountFrequency
Both21773.15%
Person3670.53%
Property5370.78%
nan6592995.54%
Search Type
Both
 
3.15%
Person
 
0.53%
Property
 
0.78%
nan
95.54% 

Search Arrest Reason

Categories 5
Most frequent nan (66,890 values, 96.93%)
Least frequent Warrant (128 values, 0.19%)
mem_usage 3.95 MB
Missings 0 (0.00%)
Search Arrest ReasonCountFrequencySearch Arrest Reason Frequency
Other1760.26%Other
 
0.26%
Search1610.23%Search
 
0.23%
Stop16552.40%Stop
 
2.40%
Warrant1280.19%Warrant
 
0.19%
nan6689096.93%nan
96.93% 
Variable Search Arrest Reason
Categories 5
Most frequent nan (66,890 values, 96.93%)
Least frequent Warrant (128 values, 0.19%)
mem_usage 3.95 MB
Missings 0 (0.00%)
Search Arrest ReasonCountFrequency
Other1760.26%
Search1610.23%
Stop16552.40%
Warrant1280.19%
nan6689096.93%
Search Arrest Reason
Other
 
0.26%
Search
 
0.23%
Stop
 
2.40%
Warrant
 
0.19%
nan
96.93% 

VehicleType

Categorical Ordered
Categories 19
Most frequent 02 - Automobile (61,473 values, 89.08%)
Least frequent 27 - Farm Equipment (1 values, 0.00%)
mem_usage 69.45 KB
Missings 0 (0.00%)
VehicleTypeCountFrequencyVehicleType Frequency
01 - Motorcycle5920.86%01 - Motorcycle
 
0.86%
02 - Automobile6147389.08%02 - Automobile
89.08% 
03 - Station Wagon8471.23%03 - Station Wagon
 
1.23%
04 - Limousine90.01%04 - Limousine
 
0.01%
05 - Light Duty Truck41516.02%05 - Light Duty Truck
6.02% 
06 - Heavy Duty Truck5040.73%06 - Heavy Duty Truck
 
0.73%
07 - Truck/Road Tractor450.07%07 - Truck/Road Tractor
 
0.07%
08 - Recreational Vehicle540.08%08 - Recreational Vehicle
 
0.08%
10 - Transit Bus220.03%10 - Transit Bus
 
0.03%
11 - Cross Country Bus30.00%11 - Cross Country Bus
 
0.00%
12 - School Bus220.03%12 - School Bus
 
0.03%
18 - Police(Non-Emerg)20.00%18 - Police(Non-Emerg)
 
0.00%
19 - Moped1030.15%19 - Moped
 
0.15%
20 - Commercial Rig620.09%20 - Commercial Rig
 
0.09%
23 - Travel/Home Trailer30.00%23 - Travel/Home Trailer
 
0.00%
25 - Utility Trailer650.09%25 - Utility Trailer
 
0.09%
27 - Farm Equipment10.00%27 - Farm Equipment
 
0.00%
28 - Other9481.37%28 - Other
 
1.37%
29 - Unknown1040.15%29 - Unknown
 
0.15%
Variable VehicleType
Categories 19
Most frequent 02 - Automobile (61,473 values, 89.08%)
Least frequent 27 - Farm Equipment (1 values, 0.00%)
mem_usage 69.45 KB
Missings 0 (0.00%)
VehicleTypeCountFrequency
01 - Motorcycle5920.86%
02 - Automobile6147389.08%
03 - Station Wagon8471.23%
04 - Limousine90.01%
05 - Light Duty Truck41516.02%
06 - Heavy Duty Truck5040.73%
07 - Truck/Road Tractor450.07%
08 - Recreational Vehicle540.08%
10 - Transit Bus220.03%
11 - Cross Country Bus30.00%
12 - School Bus220.03%
18 - Police(Non-Emerg)20.00%
19 - Moped1030.15%
20 - Commercial Rig620.09%
23 - Travel/Home Trailer30.00%
25 - Utility Trailer650.09%
27 - Farm Equipment10.00%
28 - Other9481.37%
29 - Unknown1040.15%
VehicleType
01 - Motorcycle
 
0.86%
02 - Automobile
89.08% 
03 - Station Wagon
 
1.23%
04 - Limousine
 
0.01%
05 - Light Duty Truck
6.02% 
06 - Heavy Duty Truck
 
0.73%
07 - Truck/Road Tractor
 
0.07%
08 - Recreational Vehicle
 
0.08%
10 - Transit Bus
 
0.03%
11 - Cross Country Bus
 
0.00%
12 - School Bus
 
0.03%
18 - Police(Non-Emerg)
 
0.00%
19 - Moped
 
0.15%
20 - Commercial Rig
 
0.09%
23 - Travel/Home Trailer
 
0.00%
25 - Utility Trailer
 
0.09%
27 - Farm Equipment
 
0.00%
28 - Other
 
1.37%
29 - Unknown
 
0.15%

Violation Type

Categories 4
Most frequent Warning (43,127 values, 62.49%)
Least frequent SERO (1 values, 0.00%)
mem_usage 4.23 MB
Missings 0 (0.00%)
Violation TypeCountFrequencyViolation Type Frequency
Citation2378534.47%Citation
34.47% 
ESERO20973.04%ESERO
 
3.04%
SERO10.00%SERO
 
0.00%
Warning4312762.49%Warning
62.49% 
Variable Violation Type
Categories 4
Most frequent Warning (43,127 values, 62.49%)
Least frequent SERO (1 values, 0.00%)
mem_usage 4.23 MB
Missings 0 (0.00%)
Violation TypeCountFrequency
Citation2378534.47%
ESERO20973.04%
SERO10.00%
Warning4312762.49%
Violation Type
Citation
34.47% 
ESERO
 
3.04%
SERO
 
0.00%
Warning
62.49% 

Article

Categories 5
Most frequent Transportation Article (66,193 values, 95.92%)
Least frequent 00 (3 values, 0.00%)
mem_usage 5.16 MB
Missings 0 (0.00%)
ArticleCountFrequencyArticle Frequency
0030.00%00
 
0.00%
BR40.01%BR
 
0.01%
Maryland Rules7121.03%Maryland Rules
 
1.03%
Transportation Article6619395.92%Transportation Article
95.92% 
nan20983.04%nan
 
3.04%
Variable Article
Categories 5
Most frequent Transportation Article (66,193 values, 95.92%)
Least frequent 00 (3 values, 0.00%)
mem_usage 5.16 MB
Missings 0 (0.00%)
ArticleCountFrequency
0030.00%
BR40.01%
Maryland Rules7121.03%
Transportation Article6619395.92%
nan20983.04%
Article
00
 
0.00%
BR
 
0.01%
Maryland Rules
 
1.03%
Transportation Article
95.92% 
nan
 
3.04%

Contributed To Accident

Categories 2
Most frequent False (66,274 values, 96.04%)
Least frequent True (2,736 values, 3.96%)
mem_usage 4.08 MB
Missings 0 (0.00%)
Contributed To AccidentCountFrequencyContributed To Accident Frequency
False6627496.04%False
96.04% 
True27363.96%True
 
3.96%
Variable Contributed To Accident
Categories 2
Most frequent False (66,274 values, 96.04%)
Least frequent True (2,736 values, 3.96%)
mem_usage 4.08 MB
Missings 0 (0.00%)
Contributed To AccidentCountFrequency
False6627496.04%
True27363.96%
Contributed To Accident
False
96.04% 
True
 
3.96%

Race

Categories 6
Most frequent BLACK (21,657 values, 31.38%)
Least frequent NATIVE AMERICAN (76 values, 0.11%)
mem_usage 4.13 MB
Missings 0 (0.00%)
RaceCountFrequencyRace Frequency
ASIAN33324.83%ASIAN
 
4.83%
BLACK2165731.38%BLACK
31.38% 
HISPANIC1768725.63%HISPANIC
25.63% 
NATIVE AMERICAN760.11%NATIVE AMERICAN
 
0.11%
OTHER839612.17%OTHER
12.17% 
WHITE1786225.88%WHITE
25.88% 
Variable Race
Categories 6
Most frequent BLACK (21,657 values, 31.38%)
Least frequent NATIVE AMERICAN (76 values, 0.11%)
mem_usage 4.13 MB
Missings 0 (0.00%)
RaceCountFrequency
ASIAN33324.83%
BLACK2165731.38%
HISPANIC1768725.63%
NATIVE AMERICAN760.11%
OTHER839612.17%
WHITE1786225.88%
Race
ASIAN
 
4.83%
BLACK
31.38% 
HISPANIC
25.63% 
NATIVE AMERICAN
 
0.11%
OTHER
12.17% 
WHITE
25.88% 

Gender

Categories 3
Most frequent M (47,282 values, 68.51%)
Least frequent U (298 values, 0.43%)
mem_usage 3.82 MB
Missings 0 (0.00%)
GenderCountFrequencyGender Frequency
F2143031.05%F
31.05% 
M4728268.51%M
68.51% 
U2980.43%U
 
0.43%
Variable Gender
Categories 3
Most frequent M (47,282 values, 68.51%)
Least frequent U (298 values, 0.43%)
mem_usage 3.82 MB
Missings 0 (0.00%)
GenderCountFrequency
F2143031.05%
M4728268.51%
U2980.43%
Gender
F
31.05% 
M
68.51% 
U
 
0.43%

Arrest Type

Categories 18
Most frequent A - Marked Patrol (47,969 values, 69.51%)
Least frequent K - Aircraft Assist (1 values, 0.00%)
mem_usage 4.91 MB
Missings 0 (0.00%)
Arrest TypeCountFrequencyArrest Type Frequency
A - Marked Patrol4796969.51%A - Marked Patrol
69.51% 
B - Unmarked Patrol64839.39%B - Unmarked Patrol
9.39% 
C - Marked VASCAR20.00%C - Marked VASCAR
 
0.00%
E - Marked Stationary Radar6450.93%E - Marked Stationary Radar
 
0.93%
F - Unmarked Stationary Radar260.04%F - Unmarked Stationary Radar
 
0.04%
G - Marked Moving Radar (Stationary)18262.65%G - Marked Moving Radar (Stationary)
 
2.65%
H - Unmarked Moving Radar (Stationary)80.01%H - Unmarked Moving Radar (Stationary)
 
0.01%
I - Marked Moving Radar (Moving)2470.36%I - Marked Moving Radar (Moving)
 
0.36%
J - Unmarked Moving Radar (Moving)20.00%J - Unmarked Moving Radar (Moving)
 
0.00%
K - Aircraft Assist10.00%K - Aircraft Assist
 
0.00%
L - Motorcycle21043.05%L - Motorcycle
 
3.05%
M - Marked (Off-Duty)2420.35%M - Marked (Off-Duty)
 
0.35%
N - Unmarked (Off-Duty)60.01%N - Unmarked (Off-Duty)
 
0.01%
O - Foot Patrol190.03%O - Foot Patrol
 
0.03%
P - Mounted Patrol80.01%P - Mounted Patrol
 
0.01%
Q - Marked Laser866312.55%Q - Marked Laser
12.55% 
R - Unmarked Laser6510.94%R - Unmarked Laser
 
0.94%
S - License Plate Recognition1080.16%S - License Plate Recognition
 
0.16%
Variable Arrest Type
Categories 18
Most frequent A - Marked Patrol (47,969 values, 69.51%)
Least frequent K - Aircraft Assist (1 values, 0.00%)
mem_usage 4.91 MB
Missings 0 (0.00%)
Arrest TypeCountFrequency
A - Marked Patrol4796969.51%
B - Unmarked Patrol64839.39%
C - Marked VASCAR20.00%
E - Marked Stationary Radar6450.93%
F - Unmarked Stationary Radar260.04%
G - Marked Moving Radar (Stationary)18262.65%
H - Unmarked Moving Radar (Stationary)80.01%
I - Marked Moving Radar (Moving)2470.36%
J - Unmarked Moving Radar (Moving)20.00%
K - Aircraft Assist10.00%
L - Motorcycle21043.05%
M - Marked (Off-Duty)2420.35%
N - Unmarked (Off-Duty)60.01%
O - Foot Patrol190.03%
P - Mounted Patrol80.01%
Q - Marked Laser866312.55%
R - Unmarked Laser6510.94%
S - License Plate Recognition1080.16%
Arrest Type
A - Marked Patrol
69.51% 
B - Unmarked Patrol
9.39% 
C - Marked VASCAR
 
0.00%
E - Marked Stationary Radar
 
0.93%
F - Unmarked Stationary Radar
 
0.04%
G - Marked Moving Radar (Stationary)
 
2.65%
H - Unmarked Moving Radar (Stationary)
 
0.01%
I - Marked Moving Radar (Moving)
 
0.36%
J - Unmarked Moving Radar (Moving)
 
0.00%
K - Aircraft Assist
 
0.00%
L - Motorcycle
 
3.05%
M - Marked (Off-Duty)
 
0.35%
N - Unmarked (Off-Duty)
 
0.01%
O - Foot Patrol
 
0.03%
P - Mounted Patrol
 
0.01%
Q - Marked Laser
12.55% 
R - Unmarked Laser
 
0.94%
S - License Plate Recognition
 
0.16%

Correlations

Overall correlations


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Created by pandas profiling categorical version 0.1.2